Zendesk actually did a survey on this back in 2013:
http://cdn.zendesk.com/resources/whitepapers/Zendesk_WP_Cust...
And American Express found something similar in their Global Customer Service Barometer survey as well:
http://about.americanexpress.com/news/docs/2014x/2014-Global...